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  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import pandas as pd\n",
      "import numpy as np"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "train = pd.read_csv(\"train.csv\")\n",
      "train"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
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        "    </tr>\n",
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        "      <td>2014/1/1</td>\n",
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        "      <td>2014/1/1</td>\n",
        "      <td>station</td>\n",
        "      <td>CO</td>\n",
        "      <td>0.51</td>\n",
        "      <td>0.41</td>\n",
        "      <td>0.39</td>\n",
        "      <td>0.37</td>\n",
        "      <td>0.35</td>\n",
        "      <td>0.3</td>\n",
        "      <td>0.37</td>\n",
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        "      <td>0.37</td>\n",
        "      <td>0.37</td>\n",
        "      <td>0.47</td>\n",
        "      <td>0.69</td>\n",
        "      <td>0.56</td>\n",
        "      <td>0.45</td>\n",
        "      <td>0.38</td>\n",
        "      <td>0.35</td>\n",
        "      <td>0.36</td>\n",
        "      <td>0.32</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>2014/1/1</td>\n",
        "      <td>station</td>\n",
        "      <td>NMHC</td>\n",
        "      <td>0.2</td>\n",
        "      <td>0.15</td>\n",
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        "      <td>0.06</td>\n",
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        "      <td>0.13</td>\n",
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        "      <td>0.23</td>\n",
        "      <td>0.18</td>\n",
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        "      <td>0.09</td>\n",
        "      <td>0.1</td>\n",
        "      <td>0.08</td>\n",
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        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>2014/1/1</td>\n",
        "      <td>station</td>\n",
        "      <td>NO</td>\n",
        "      <td>0.9</td>\n",
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        "      <td>1.8</td>\n",
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        "      <td>1.9</td>\n",
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        "      <td>2.2</td>\n",
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        "      <td>2.3</td>\n",
        "      <td>2.1</td>\n",
        "      <td>1.9</td>\n",
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        "      <td>1.6</td>\n",
        "      <td>1.8</td>\n",
        "      <td>1.5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
        "      <td>2014/1/1</td>\n",
        "      <td>station</td>\n",
        "      <td>NO2</td>\n",
        "      <td>16</td>\n",
        "      <td>9.2</td>\n",
        "      <td>8.2</td>\n",
        "      <td>6.9</td>\n",
        "      <td>6.8</td>\n",
        "      <td>3.8</td>\n",
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        "      <td>7</td>\n",
        "      <td>6.9</td>\n",
        "      <td>6</td>\n",
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        "    <tr>\n",
        "      <th>6</th>\n",
        "      <td>2014/1/1</td>\n",
        "      <td>station</td>\n",
        "      <td>NOx</td>\n",
        "      <td>17</td>\n",
        "      <td>9.8</td>\n",
        "      <td>8.7</td>\n",
        "      <td>8.6</td>\n",
        "      <td>8.5</td>\n",
        "      <td>5.3</td>\n",
        "      <td>8.8</td>\n",
        "      <td>...</td>\n",
        "      <td>14</td>\n",
        "      <td>13</td>\n",
        "      <td>25</td>\n",
        "      <td>30</td>\n",
        "      <td>21</td>\n",
        "      <td>13</td>\n",
        "      <td>9.7</td>\n",
        "      <td>8.6</td>\n",
        "      <td>8.7</td>\n",
        "      <td>7.5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
        "      <td>2014/1/1</td>\n",
        "      <td>station</td>\n",
        "      <td>O3</td>\n",
        "      <td>16</td>\n",
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        "      <td>27</td>\n",
        "      <td>23</td>\n",
        "      <td>24</td>\n",
        "      <td>28</td>\n",
        "      <td>24</td>\n",
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        "      <td>65</td>\n",
        "      <td>64</td>\n",
        "      <td>51</td>\n",
        "      <td>34</td>\n",
        "      <td>33</td>\n",
        "      <td>34</td>\n",
        "      <td>37</td>\n",
        "      <td>38</td>\n",
        "      <td>38</td>\n",
        "      <td>36</td>\n",
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        "      <td>station</td>\n",
        "      <td>PM10</td>\n",
        "      <td>56</td>\n",
        "      <td>50</td>\n",
        "      <td>48</td>\n",
        "      <td>35</td>\n",
        "      <td>25</td>\n",
        "      <td>12</td>\n",
        "      <td>4</td>\n",
        "      <td>...</td>\n",
        "      <td>52</td>\n",
        "      <td>51</td>\n",
        "      <td>66</td>\n",
        "      <td>85</td>\n",
        "      <td>85</td>\n",
        "      <td>63</td>\n",
        "      <td>46</td>\n",
        "      <td>36</td>\n",
        "      <td>42</td>\n",
        "      <td>42</td>\n",
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        "    <tr>\n",
        "      <th>9</th>\n",
        "      <td>2014/1/1</td>\n",
        "      <td>station</td>\n",
        "      <td>PM2.5</td>\n",
        "      <td>26</td>\n",
        "      <td>39</td>\n",
        "      <td>36</td>\n",
        "      <td>35</td>\n",
        "      <td>31</td>\n",
        "      <td>28</td>\n",
        "      <td>25</td>\n",
        "      <td>...</td>\n",
        "      <td>36</td>\n",
        "      <td>45</td>\n",
        "      <td>42</td>\n",
        "      <td>49</td>\n",
        "      <td>45</td>\n",
        "      <td>44</td>\n",
        "      <td>41</td>\n",
        "      <td>30</td>\n",
        "      <td>24</td>\n",
        "      <td>13</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>2014/1/1</td>\n",
        "      <td>station</td>\n",
        "      <td>RAINFALL</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>...</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
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        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td>2014/1/1</td>\n",
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        "      <td>74</td>\n",
        "      <td>72</td>\n",
        "      <td>73</td>\n",
        "      <td>74</td>\n",
        "      <td>...</td>\n",
        "      <td>47</td>\n",
        "      <td>49</td>\n",
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        "      <td>67</td>\n",
        "      <td>72</td>\n",
        "      <td>69</td>\n",
        "      <td>70</td>\n",
        "      <td>70</td>\n",
        "      <td>70</td>\n",
        "      <td>69</td>\n",
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        "      <td>SO2</td>\n",
        "      <td>1.8</td>\n",
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        "      <td>1.7</td>\n",
        "      <td>1.6</td>\n",
        "      <td>1.9</td>\n",
        "      <td>1.4</td>\n",
        "      <td>1.5</td>\n",
        "      <td>...</td>\n",
        "      <td>3.9</td>\n",
        "      <td>4.4</td>\n",
        "      <td>9.9</td>\n",
        "      <td>5.1</td>\n",
        "      <td>3.4</td>\n",
        "      <td>2.3</td>\n",
        "      <td>2</td>\n",
        "      <td>1.9</td>\n",
        "      <td>1.9</td>\n",
        "      <td>1.9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td>2014/1/1</td>\n",
        "      <td>station</td>\n",
        "      <td>THC</td>\n",
        "      <td>2</td>\n",
        "      <td>2</td>\n",
        "      <td>2</td>\n",
        "      <td>1.9</td>\n",
        "      <td>1.9</td>\n",
        "      <td>1.8</td>\n",
        "      <td>1.9</td>\n",
        "      <td>...</td>\n",
        "      <td>1.9</td>\n",
        "      <td>1.9</td>\n",
        "      <td>1.9</td>\n",
        "      <td>2.1</td>\n",
        "      <td>2</td>\n",
        "      <td>1.9</td>\n",
        "      <td>1.9</td>\n",
        "      <td>1.9</td>\n",
        "      <td>1.9</td>\n",
        "      <td>1.9</td>\n",
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        "      <th>14</th>\n",
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        "      <td>37</td>\n",
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        "      <td>101</td>\n",
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        "      <td>307</td>\n",
        "      <td>304</td>\n",
        "      <td>307</td>\n",
        "      <td>124</td>\n",
        "      <td>118</td>\n",
        "      <td>121</td>\n",
        "      <td>113</td>\n",
        "      <td>112</td>\n",
        "      <td>106</td>\n",
        "      <td>110</td>\n",
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        "      <td>2014/1/1</td>\n",
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        "      <td>35</td>\n",
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        "      <td>313</td>\n",
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        "      <td>114</td>\n",
        "      <td>108</td>\n",
        "      <td>102</td>\n",
        "      <td>111</td>\n",
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        "      <th>16</th>\n",
        "      <td>2014/1/1</td>\n",
        "      <td>station</td>\n",
        "      <td>WIND_SPEED</td>\n",
        "      <td>1.4</td>\n",
        "      <td>1.8</td>\n",
        "      <td>1</td>\n",
        "      <td>0.6</td>\n",
        "      <td>1.7</td>\n",
        "      <td>2.5</td>\n",
        "      <td>2.5</td>\n",
        "      <td>...</td>\n",
        "      <td>2.5</td>\n",
        "      <td>2.2</td>\n",
        "      <td>1.4</td>\n",
        "      <td>2.2</td>\n",
        "      <td>2.8</td>\n",
        "      <td>3</td>\n",
        "      <td>2.6</td>\n",
        "      <td>2.7</td>\n",
        "      <td>2.1</td>\n",
        "      <td>2.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
        "      <td>2014/1/1</td>\n",
        "      <td>station</td>\n",
        "      <td>WS_HR</td>\n",
        "      <td>0.5</td>\n",
        "      <td>0.9</td>\n",
        "      <td>0.6</td>\n",
        "      <td>0.3</td>\n",
        "      <td>0.6</td>\n",
        "      <td>1.9</td>\n",
        "      <td>2</td>\n",
        "      <td>...</td>\n",
        "      <td>2.1</td>\n",
        "      <td>2.1</td>\n",
        "      <td>1.9</td>\n",
        "      <td>1</td>\n",
        "      <td>2.5</td>\n",
        "      <td>2.5</td>\n",
        "      <td>2.8</td>\n",
        "      <td>2.6</td>\n",
        "      <td>2.4</td>\n",
        "      <td>2.3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
        "      <td>2014/1/2</td>\n",
        "      <td>station</td>\n",
        "      <td>AMB_TEMP</td>\n",
        "      <td>16</td>\n",
        "      <td>15</td>\n",
        "      <td>15</td>\n",
        "      <td>14</td>\n",
        "      <td>14</td>\n",
        "      <td>15</td>\n",
        "      <td>16</td>\n",
        "      <td>...</td>\n",
        "      <td>24</td>\n",
        "      <td>24</td>\n",
        "      <td>23</td>\n",
        "      <td>21</td>\n",
        "      <td>20</td>\n",
        "      <td>19</td>\n",
        "      <td>18</td>\n",
        "      <td>18</td>\n",
        "      <td>18</td>\n",
        "      <td>18</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
        "      <td>2014/1/2</td>\n",
        "      <td>station</td>\n",
        "      <td>CH4</td>\n",
        "      <td>1.8</td>\n",
        "      <td>1.8</td>\n",
        "      <td>1.8</td>\n",
        "      <td>1.8</td>\n",
        "      <td>1.8</td>\n",
        "      <td>1.8</td>\n",
        "      <td>1.8</td>\n",
        "      <td>...</td>\n",
        "      <td>1.8</td>\n",
        "      <td>1.8</td>\n",
        "      <td>1.8</td>\n",
        "      <td>1.8</td>\n",
        "      <td>1.8</td>\n",
        "      <td>1.8</td>\n",
        "      <td>1.8</td>\n",
        "      <td>1.8</td>\n",
        "      <td>1.8</td>\n",
        "      <td>1.8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20</th>\n",
        "      <td>2014/1/2</td>\n",
        "      <td>station</td>\n",
        "      <td>CO</td>\n",
        "      <td>0.26</td>\n",
        "      <td>0.25</td>\n",
        "      <td>0.28</td>\n",
        "      <td>0.27</td>\n",
        "      <td>0.24</td>\n",
        "      <td>0.26</td>\n",
        "      <td>0.34</td>\n",
        "      <td>...</td>\n",
        "      <td>0.34</td>\n",
        "      <td>0.35</td>\n",
        "      <td>0.38</td>\n",
        "      <td>0.61</td>\n",
        "      <td>0.44</td>\n",
        "      <td>0.4</td>\n",
        "      <td>0.4</td>\n",
        "      <td>0.55</td>\n",
        "      <td>0.41</td>\n",
        "      <td>0.33</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>21</th>\n",
        "      <td>2014/1/2</td>\n",
        "      <td>station</td>\n",
        "      <td>NMHC</td>\n",
        "      <td>0.06</td>\n",
        "      <td>0.05</td>\n",
        "      <td>0.06</td>\n",
        "      <td>0.05</td>\n",
        "      <td>0.05</td>\n",
        "      <td>0.07</td>\n",
        "      <td>0.09</td>\n",
        "      <td>...</td>\n",
        "      <td>0.12</td>\n",
        "      <td>0.16</td>\n",
        "      <td>0.23</td>\n",
        "      <td>0.32</td>\n",
        "      <td>0.18</td>\n",
        "      <td>0.15</td>\n",
        "      <td>0.23</td>\n",
        "      <td>0.29</td>\n",
        "      <td>0.17</td>\n",
        "      <td>0.12</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22</th>\n",
        "      <td>2014/1/2</td>\n",
        "      <td>station</td>\n",
        "      <td>NO</td>\n",
        "      <td>1.4</td>\n",
        "      <td>1.1</td>\n",
        "      <td>1.3</td>\n",
        "      <td>1</td>\n",
        "      <td>1.2</td>\n",
        "      <td>1.1</td>\n",
        "      <td>1.6</td>\n",
        "      <td>...</td>\n",
        "      <td>2.3</td>\n",
        "      <td>2.4</td>\n",
        "      <td>2.4</td>\n",
        "      <td>3.5</td>\n",
        "      <td>1.5</td>\n",
        "      <td>1.4</td>\n",
        "      <td>1.5</td>\n",
        "      <td>1.5</td>\n",
        "      <td>1.5</td>\n",
        "      <td>1.7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>23</th>\n",
        "      <td>2014/1/2</td>\n",
        "      <td>station</td>\n",
        "      <td>NO2</td>\n",
        "      <td>3.7</td>\n",
        "      <td>3.2</td>\n",
        "      <td>3.3</td>\n",
        "      <td>3.1</td>\n",
        "      <td>3.1</td>\n",
        "      <td>4.3</td>\n",
        "      <td>9.4</td>\n",
        "      <td>...</td>\n",
        "      <td>12</td>\n",
        "      <td>16</td>\n",
        "      <td>18</td>\n",
        "      <td>25</td>\n",
        "      <td>15</td>\n",
        "      <td>12</td>\n",
        "      <td>13</td>\n",
        "      <td>21</td>\n",
        "      <td>15</td>\n",
        "      <td>9.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>24</th>\n",
        "      <td>2014/1/2</td>\n",
        "      <td>station</td>\n",
        "      <td>NOx</td>\n",
        "      <td>5</td>\n",
        "      <td>4.3</td>\n",
        "      <td>4.7</td>\n",
        "      <td>4.1</td>\n",
        "      <td>4.3</td>\n",
        "      <td>5.5</td>\n",
        "      <td>11</td>\n",
        "      <td>...</td>\n",
        "      <td>14</td>\n",
        "      <td>18</td>\n",
        "      <td>20</td>\n",
        "      <td>28</td>\n",
        "      <td>16</td>\n",
        "      <td>13</td>\n",
        "      <td>14</td>\n",
        "      <td>22</td>\n",
        "      <td>17</td>\n",
        "      <td>11</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25</th>\n",
        "      <td>2014/1/2</td>\n",
        "      <td>station</td>\n",
        "      <td>O3</td>\n",
        "      <td>39</td>\n",
        "      <td>38</td>\n",
        "      <td>39</td>\n",
        "      <td>39</td>\n",
        "      <td>34</td>\n",
        "      <td>31</td>\n",
        "      <td>30</td>\n",
        "      <td>...</td>\n",
        "      <td>62</td>\n",
        "      <td>58</td>\n",
        "      <td>55</td>\n",
        "      <td>33</td>\n",
        "      <td>40</td>\n",
        "      <td>38</td>\n",
        "      <td>32</td>\n",
        "      <td>20</td>\n",
        "      <td>25</td>\n",
        "      <td>35</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26</th>\n",
        "      <td>2014/1/2</td>\n",
        "      <td>station</td>\n",
        "      <td>PM10</td>\n",
        "      <td>49</td>\n",
        "      <td>34</td>\n",
        "      <td>31</td>\n",
        "      <td>16</td>\n",
        "      <td>18</td>\n",
        "      <td>8</td>\n",
        "      <td>16</td>\n",
        "      <td>...</td>\n",
        "      <td>71</td>\n",
        "      <td>66</td>\n",
        "      <td>69</td>\n",
        "      <td>65</td>\n",
        "      <td>61</td>\n",
        "      <td>64</td>\n",
        "      <td>62</td>\n",
        "      <td>57</td>\n",
        "      <td>49</td>\n",
        "      <td>42</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>27</th>\n",
        "      <td>2014/1/2</td>\n",
        "      <td>station</td>\n",
        "      <td>PM2.5</td>\n",
        "      <td>21</td>\n",
        "      <td>23</td>\n",
        "      <td>30</td>\n",
        "      <td>30</td>\n",
        "      <td>22</td>\n",
        "      <td>18</td>\n",
        "      <td>13</td>\n",
        "      <td>...</td>\n",
        "      <td>53</td>\n",
        "      <td>43</td>\n",
        "      <td>43</td>\n",
        "      <td>45</td>\n",
        "      <td>46</td>\n",
        "      <td>32</td>\n",
        "      <td>16</td>\n",
        "      <td>19</td>\n",
        "      <td>22</td>\n",
        "      <td>26</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28</th>\n",
        "      <td>2014/1/2</td>\n",
        "      <td>station</td>\n",
        "      <td>RAINFALL</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>...</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>29</th>\n",
        "      <td>2014/1/2</td>\n",
        "      <td>station</td>\n",
        "      <td>RH</td>\n",
        "      <td>65</td>\n",
        "      <td>66</td>\n",
        "      <td>70</td>\n",
        "      <td>71</td>\n",
        "      <td>70</td>\n",
        "      <td>67</td>\n",
        "      <td>59</td>\n",
        "      <td>...</td>\n",
        "      <td>47</td>\n",
        "      <td>48</td>\n",
        "      <td>53</td>\n",
        "      <td>62</td>\n",
        "      <td>65</td>\n",
        "      <td>66</td>\n",
        "      <td>69</td>\n",
        "      <td>71</td>\n",
        "      <td>71</td>\n",
        "      <td>71</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4290</th>\n",
        "      <td>2014/12/19</td>\n",
        "      <td>station</td>\n",
        "      <td>NOx</td>\n",
        "      <td>8.8</td>\n",
        "      <td>7.5</td>\n",
        "      <td>8.5</td>\n",
        "      <td>8.2</td>\n",
        "      <td>8.6</td>\n",
        "      <td>9.3</td>\n",
        "      <td>18</td>\n",
        "      <td>...</td>\n",
        "      <td>8.8</td>\n",
        "      <td>9.2</td>\n",
        "      <td>8.3</td>\n",
        "      <td>29</td>\n",
        "      <td>21</td>\n",
        "      <td>12</td>\n",
        "      <td>16</td>\n",
        "      <td>10</td>\n",
        "      <td>5.9</td>\n",
        "      <td>5.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4291</th>\n",
        "      <td>2014/12/19</td>\n",
        "      <td>station</td>\n",
        "      <td>O3</td>\n",
        "      <td>30</td>\n",
        "      <td>33</td>\n",
        "      <td>30</td>\n",
        "      <td>34</td>\n",
        "      <td>37</td>\n",
        "      <td>36</td>\n",
        "      <td>24</td>\n",
        "      <td>...</td>\n",
        "      <td>37</td>\n",
        "      <td>35</td>\n",
        "      <td>35</td>\n",
        "      <td>10</td>\n",
        "      <td>17</td>\n",
        "      <td>25</td>\n",
        "      <td>19</td>\n",
        "      <td>22</td>\n",
        "      <td>32</td>\n",
        "      <td>32</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4292</th>\n",
        "      <td>2014/12/19</td>\n",
        "      <td>station</td>\n",
        "      <td>PM10</td>\n",
        "      <td>45</td>\n",
        "      <td>50</td>\n",
        "      <td>64</td>\n",
        "      <td>51</td>\n",
        "      <td>44</td>\n",
        "      <td>34</td>\n",
        "      <td>40</td>\n",
        "      <td>...</td>\n",
        "      <td>41</td>\n",
        "      <td>27</td>\n",
        "      <td>22</td>\n",
        "      <td>5</td>\n",
        "      <td>28</td>\n",
        "      <td>42</td>\n",
        "      <td>48</td>\n",
        "      <td>36</td>\n",
        "      <td>24</td>\n",
        "      <td>29</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4293</th>\n",
        "      <td>2014/12/19</td>\n",
        "      <td>station</td>\n",
        "      <td>PM2.5</td>\n",
        "      <td>14</td>\n",
        "      <td>16</td>\n",
        "      <td>13</td>\n",
        "      <td>14</td>\n",
        "      <td>21</td>\n",
        "      <td>19</td>\n",
        "      <td>23</td>\n",
        "      <td>...</td>\n",
        "      <td>21</td>\n",
        "      <td>21</td>\n",
        "      <td>19</td>\n",
        "      <td>19</td>\n",
        "      <td>25</td>\n",
        "      <td>19</td>\n",
        "      <td>11</td>\n",
        "      <td>0</td>\n",
        "      <td>7</td>\n",
        "      <td>7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4294</th>\n",
        "      <td>2014/12/19</td>\n",
        "      <td>station</td>\n",
        "      <td>RAINFALL</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>...</td>\n",
        "      <td>0.2</td>\n",
        "      <td>0.2</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>0.2</td>\n",
        "      <td>NR</td>\n",
        "      <td>0.4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4295</th>\n",
        "      <td>2014/12/19</td>\n",
        "      <td>station</td>\n",
        "      <td>RH</td>\n",
        "      <td>71</td>\n",
        "      <td>70</td>\n",
        "      <td>71</td>\n",
        "      <td>70</td>\n",
        "      <td>70</td>\n",
        "      <td>71</td>\n",
        "      <td>69</td>\n",
        "      <td>...</td>\n",
        "      <td>82</td>\n",
        "      <td>82</td>\n",
        "      <td>80</td>\n",
        "      <td>85</td>\n",
        "      <td>84</td>\n",
        "      <td>80</td>\n",
        "      <td>83</td>\n",
        "      <td>85</td>\n",
        "      <td>84</td>\n",
        "      <td>82</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4296</th>\n",
        "      <td>2014/12/19</td>\n",
        "      <td>station</td>\n",
        "      <td>SO2</td>\n",
        "      <td>-0.2</td>\n",
        "      <td>2</td>\n",
        "      <td>2.1</td>\n",
        "      <td>2.2</td>\n",
        "      <td>2.3</td>\n",
        "      <td>2.5</td>\n",
        "      <td>2.8</td>\n",
        "      <td>...</td>\n",
        "      <td>2.2</td>\n",
        "      <td>1.9</td>\n",
        "      <td>2.1</td>\n",
        "      <td>2.9</td>\n",
        "      <td>2.6</td>\n",
        "      <td>2.4</td>\n",
        "      <td>2.7</td>\n",
        "      <td>2.4</td>\n",
        "      <td>2</td>\n",
        "      <td>1.9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4297</th>\n",
        "      <td>2014/12/19</td>\n",
        "      <td>station</td>\n",
        "      <td>THC</td>\n",
        "      <td>1.9</td>\n",
        "      <td>1.9</td>\n",
        "      <td>2</td>\n",
        "      <td>1.9</td>\n",
        "      <td>1.9</td>\n",
        "      <td>2</td>\n",
        "      <td>2.1</td>\n",
        "      <td>...</td>\n",
        "      <td>1.7</td>\n",
        "      <td>1.8</td>\n",
        "      <td>1.7</td>\n",
        "      <td>2</td>\n",
        "      <td>1.9</td>\n",
        "      <td>1.9</td>\n",
        "      <td>1.9</td>\n",
        "      <td>1.8</td>\n",
        "      <td>1.7</td>\n",
        "      <td>1.7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4298</th>\n",
        "      <td>2014/12/19</td>\n",
        "      <td>station</td>\n",
        "      <td>WD_HR</td>\n",
        "      <td>115</td>\n",
        "      <td>119</td>\n",
        "      <td>102</td>\n",
        "      <td>119</td>\n",
        "      <td>97</td>\n",
        "      <td>90</td>\n",
        "      <td>97</td>\n",
        "      <td>...</td>\n",
        "      <td>100</td>\n",
        "      <td>85</td>\n",
        "      <td>81</td>\n",
        "      <td>50</td>\n",
        "      <td>72</td>\n",
        "      <td>68</td>\n",
        "      <td>80</td>\n",
        "      <td>72</td>\n",
        "      <td>79</td>\n",
        "      <td>77</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4299</th>\n",
        "      <td>2014/12/19</td>\n",
        "      <td>station</td>\n",
        "      <td>WIND_DIREC</td>\n",
        "      <td>118</td>\n",
        "      <td>119</td>\n",
        "      <td>110</td>\n",
        "      <td>123</td>\n",
        "      <td>111</td>\n",
        "      <td>86</td>\n",
        "      <td>111</td>\n",
        "      <td>...</td>\n",
        "      <td>97</td>\n",
        "      <td>84</td>\n",
        "      <td>46</td>\n",
        "      <td>56</td>\n",
        "      <td>75</td>\n",
        "      <td>57</td>\n",
        "      <td>106</td>\n",
        "      <td>102</td>\n",
        "      <td>99</td>\n",
        "      <td>22</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4300</th>\n",
        "      <td>2014/12/19</td>\n",
        "      <td>station</td>\n",
        "      <td>WIND_SPEED</td>\n",
        "      <td>1.8</td>\n",
        "      <td>1.7</td>\n",
        "      <td>1.8</td>\n",
        "      <td>2</td>\n",
        "      <td>1.6</td>\n",
        "      <td>1.4</td>\n",
        "      <td>0.9</td>\n",
        "      <td>...</td>\n",
        "      <td>2.5</td>\n",
        "      <td>1.6</td>\n",
        "      <td>1</td>\n",
        "      <td>1.2</td>\n",
        "      <td>2.4</td>\n",
        "      <td>1.3</td>\n",
        "      <td>2.7</td>\n",
        "      <td>1.9</td>\n",
        "      <td>2.9</td>\n",
        "      <td>0.7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4301</th>\n",
        "      <td>2014/12/19</td>\n",
        "      <td>station</td>\n",
        "      <td>WS_HR</td>\n",
        "      <td>1.5</td>\n",
        "      <td>1.4</td>\n",
        "      <td>1.3</td>\n",
        "      <td>1.9</td>\n",
        "      <td>1.3</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>...</td>\n",
        "      <td>2.6</td>\n",
        "      <td>1.4</td>\n",
        "      <td>1.7</td>\n",
        "      <td>0.8</td>\n",
        "      <td>2</td>\n",
        "      <td>1.1</td>\n",
        "      <td>1</td>\n",
        "      <td>1.2</td>\n",
        "      <td>1.8</td>\n",
        "      <td>1.6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4302</th>\n",
        "      <td>2014/12/20</td>\n",
        "      <td>station</td>\n",
        "      <td>AMB_TEMP</td>\n",
        "      <td>14</td>\n",
        "      <td>14</td>\n",
        "      <td>14</td>\n",
        "      <td>14</td>\n",
        "      <td>14</td>\n",
        "      <td>14</td>\n",
        "      <td>14</td>\n",
        "      <td>...</td>\n",
        "      <td>19</td>\n",
        "      <td>18</td>\n",
        "      <td>17</td>\n",
        "      <td>16</td>\n",
        "      <td>15</td>\n",
        "      <td>14</td>\n",
        "      <td>13</td>\n",
        "      <td>13</td>\n",
        "      <td>13</td>\n",
        "      <td>13</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4303</th>\n",
        "      <td>2014/12/20</td>\n",
        "      <td>station</td>\n",
        "      <td>CH4</td>\n",
        "      <td>1.7</td>\n",
        "      <td>1.7</td>\n",
        "      <td>1.7</td>\n",
        "      <td>1.7</td>\n",
        "      <td>1.7</td>\n",
        "      <td>1.7</td>\n",
        "      <td>1.7</td>\n",
        "      <td>...</td>\n",
        "      <td>1.7</td>\n",
        "      <td>1.7</td>\n",
        "      <td>1.7</td>\n",
        "      <td>1.8</td>\n",
        "      <td>1.8</td>\n",
        "      <td>1.8</td>\n",
        "      <td>1.8</td>\n",
        "      <td>1.8</td>\n",
        "      <td>1.8</td>\n",
        "      <td>1.8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4304</th>\n",
        "      <td>2014/12/20</td>\n",
        "      <td>station</td>\n",
        "      <td>CO</td>\n",
        "      <td>0.21</td>\n",
        "      <td>0.2</td>\n",
        "      <td>0.17</td>\n",
        "      <td>0.17</td>\n",
        "      <td>0.16</td>\n",
        "      <td>0.14</td>\n",
        "      <td>0.15</td>\n",
        "      <td>...</td>\n",
        "      <td>0.24</td>\n",
        "      <td>0.27</td>\n",
        "      <td>0.31</td>\n",
        "      <td>0.5</td>\n",
        "      <td>0.55</td>\n",
        "      <td>0.48</td>\n",
        "      <td>0.47</td>\n",
        "      <td>0.51</td>\n",
        "      <td>0.57</td>\n",
        "      <td>0.56</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4305</th>\n",
        "      <td>2014/12/20</td>\n",
        "      <td>station</td>\n",
        "      <td>NMHC</td>\n",
        "      <td>0.06</td>\n",
        "      <td>0.09</td>\n",
        "      <td>0.05</td>\n",
        "      <td>0.06</td>\n",
        "      <td>0.05</td>\n",
        "      <td>0.04</td>\n",
        "      <td>0.03</td>\n",
        "      <td>...</td>\n",
        "      <td>0.08</td>\n",
        "      <td>0.11</td>\n",
        "      <td>0.23</td>\n",
        "      <td>0.3</td>\n",
        "      <td>0.2</td>\n",
        "      <td>0.15</td>\n",
        "      <td>0.16</td>\n",
        "      <td>0.16</td>\n",
        "      <td>0.19</td>\n",
        "      <td>0.19</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4306</th>\n",
        "      <td>2014/12/20</td>\n",
        "      <td>station</td>\n",
        "      <td>NO</td>\n",
        "      <td>1.4</td>\n",
        "      <td>1.6</td>\n",
        "      <td>1.3</td>\n",
        "      <td>0.3</td>\n",
        "      <td>0.3</td>\n",
        "      <td>0.5</td>\n",
        "      <td>0.3</td>\n",
        "      <td>...</td>\n",
        "      <td>1.3</td>\n",
        "      <td>1.3</td>\n",
        "      <td>0.9</td>\n",
        "      <td>1.1</td>\n",
        "      <td>1.3</td>\n",
        "      <td>1</td>\n",
        "      <td>1.5</td>\n",
        "      <td>1.5</td>\n",
        "      <td>1.1</td>\n",
        "      <td>1.3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4307</th>\n",
        "      <td>2014/12/20</td>\n",
        "      <td>station</td>\n",
        "      <td>NO2</td>\n",
        "      <td>8.5</td>\n",
        "      <td>8.7</td>\n",
        "      <td>4.1</td>\n",
        "      <td>6.3</td>\n",
        "      <td>4.3</td>\n",
        "      <td>4</td>\n",
        "      <td>4.4</td>\n",
        "      <td>...</td>\n",
        "      <td>6.1</td>\n",
        "      <td>8</td>\n",
        "      <td>11</td>\n",
        "      <td>18</td>\n",
        "      <td>19</td>\n",
        "      <td>13</td>\n",
        "      <td>13</td>\n",
        "      <td>13</td>\n",
        "      <td>13</td>\n",
        "      <td>14</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4308</th>\n",
        "      <td>2014/12/20</td>\n",
        "      <td>station</td>\n",
        "      <td>NOx</td>\n",
        "      <td>9.9</td>\n",
        "      <td>10</td>\n",
        "      <td>5.4</td>\n",
        "      <td>6.6</td>\n",
        "      <td>4.6</td>\n",
        "      <td>4.5</td>\n",
        "      <td>4.8</td>\n",
        "      <td>...</td>\n",
        "      <td>7.4</td>\n",
        "      <td>9.3</td>\n",
        "      <td>11</td>\n",
        "      <td>19</td>\n",
        "      <td>21</td>\n",
        "      <td>14</td>\n",
        "      <td>15</td>\n",
        "      <td>15</td>\n",
        "      <td>14</td>\n",
        "      <td>15</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4309</th>\n",
        "      <td>2014/12/20</td>\n",
        "      <td>station</td>\n",
        "      <td>O3</td>\n",
        "      <td>23</td>\n",
        "      <td>22</td>\n",
        "      <td>32</td>\n",
        "      <td>30</td>\n",
        "      <td>32</td>\n",
        "      <td>32</td>\n",
        "      <td>32</td>\n",
        "      <td>...</td>\n",
        "      <td>37</td>\n",
        "      <td>39</td>\n",
        "      <td>37</td>\n",
        "      <td>26</td>\n",
        "      <td>18</td>\n",
        "      <td>18</td>\n",
        "      <td>14</td>\n",
        "      <td>13</td>\n",
        "      <td>13</td>\n",
        "      <td>13</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4310</th>\n",
        "      <td>2014/12/20</td>\n",
        "      <td>station</td>\n",
        "      <td>PM10</td>\n",
        "      <td>17</td>\n",
        "      <td>22</td>\n",
        "      <td>11</td>\n",
        "      <td>16</td>\n",
        "      <td>5</td>\n",
        "      <td>12</td>\n",
        "      <td>7</td>\n",
        "      <td>...</td>\n",
        "      <td>8</td>\n",
        "      <td>13</td>\n",
        "      <td>28</td>\n",
        "      <td>39</td>\n",
        "      <td>45</td>\n",
        "      <td>54</td>\n",
        "      <td>66</td>\n",
        "      <td>50</td>\n",
        "      <td>32</td>\n",
        "      <td>22</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4311</th>\n",
        "      <td>2014/12/20</td>\n",
        "      <td>station</td>\n",
        "      <td>PM2.5</td>\n",
        "      <td>6</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
        "      <td>1</td>\n",
        "      <td>7</td>\n",
        "      <td>24</td>\n",
        "      <td>37</td>\n",
        "      <td>49</td>\n",
        "      <td>37</td>\n",
        "      <td>28</td>\n",
        "      <td>17</td>\n",
        "      <td>24</td>\n",
        "      <td>29</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4312</th>\n",
        "      <td>2014/12/20</td>\n",
        "      <td>station</td>\n",
        "      <td>RAINFALL</td>\n",
        "      <td>0.2</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>...</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "      <td>NR</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4313</th>\n",
        "      <td>2014/12/20</td>\n",
        "      <td>station</td>\n",
        "      <td>RH</td>\n",
        "      <td>88</td>\n",
        "      <td>91</td>\n",
        "      <td>89</td>\n",
        "      <td>88</td>\n",
        "      <td>87</td>\n",
        "      <td>86</td>\n",
        "      <td>82</td>\n",
        "      <td>...</td>\n",
        "      <td>53</td>\n",
        "      <td>56</td>\n",
        "      <td>59</td>\n",
        "      <td>65</td>\n",
        "      <td>73</td>\n",
        "      <td>76</td>\n",
        "      <td>80</td>\n",
        "      <td>82</td>\n",
        "      <td>84</td>\n",
        "      <td>84</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4314</th>\n",
        "      <td>2014/12/20</td>\n",
        "      <td>station</td>\n",
        "      <td>SO2</td>\n",
        "      <td>1.6</td>\n",
        "      <td>1.4</td>\n",
        "      <td>0.8</td>\n",
        "      <td>1.5</td>\n",
        "      <td>0.7</td>\n",
        "      <td>1</td>\n",
        "      <td>1.1</td>\n",
        "      <td>...</td>\n",
        "      <td>2.6</td>\n",
        "      <td>2.8</td>\n",
        "      <td>3.1</td>\n",
        "      <td>4.1</td>\n",
        "      <td>3.4</td>\n",
        "      <td>2.6</td>\n",
        "      <td>2.2</td>\n",
        "      <td>2.3</td>\n",
        "      <td>2.3</td>\n",
        "      <td>2.3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4315</th>\n",
        "      <td>2014/12/20</td>\n",
        "      <td>station</td>\n",
        "      <td>THC</td>\n",
        "      <td>1.8</td>\n",
        "      <td>1.8</td>\n",
        "      <td>1.8</td>\n",
        "      <td>1.8</td>\n",
        "      <td>1.8</td>\n",
        "      <td>1.7</td>\n",
        "      <td>1.7</td>\n",
        "      <td>...</td>\n",
        "      <td>1.8</td>\n",
        "      <td>1.8</td>\n",
        "      <td>2</td>\n",
        "      <td>2.1</td>\n",
        "      <td>2</td>\n",
        "      <td>1.9</td>\n",
        "      <td>1.9</td>\n",
        "      <td>1.9</td>\n",
        "      <td>2</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4316</th>\n",
        "      <td>2014/12/20</td>\n",
        "      <td>station</td>\n",
        "      <td>WD_HR</td>\n",
        "      <td>46</td>\n",
        "      <td>13</td>\n",
        "      <td>61</td>\n",
        "      <td>44</td>\n",
        "      <td>55</td>\n",
        "      <td>68</td>\n",
        "      <td>66</td>\n",
        "      <td>...</td>\n",
        "      <td>59</td>\n",
        "      <td>308</td>\n",
        "      <td>327</td>\n",
        "      <td>21</td>\n",
        "      <td>100</td>\n",
        "      <td>109</td>\n",
        "      <td>108</td>\n",
        "      <td>114</td>\n",
        "      <td>108</td>\n",
        "      <td>109</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4317</th>\n",
        "      <td>2014/12/20</td>\n",
        "      <td>station</td>\n",
        "      <td>WIND_DIREC</td>\n",
        "      <td>36</td>\n",
        "      <td>55</td>\n",
        "      <td>72</td>\n",
        "      <td>327</td>\n",
        "      <td>74</td>\n",
        "      <td>52</td>\n",
        "      <td>59</td>\n",
        "      <td>...</td>\n",
        "      <td>18</td>\n",
        "      <td>311</td>\n",
        "      <td>52</td>\n",
        "      <td>54</td>\n",
        "      <td>121</td>\n",
        "      <td>97</td>\n",
        "      <td>107</td>\n",
        "      <td>118</td>\n",
        "      <td>100</td>\n",
        "      <td>105</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4318</th>\n",
        "      <td>2014/12/20</td>\n",
        "      <td>station</td>\n",
        "      <td>WIND_SPEED</td>\n",
        "      <td>1.9</td>\n",
        "      <td>2.4</td>\n",
        "      <td>1.9</td>\n",
        "      <td>2.8</td>\n",
        "      <td>2.3</td>\n",
        "      <td>1.9</td>\n",
        "      <td>2.1</td>\n",
        "      <td>...</td>\n",
        "      <td>2.3</td>\n",
        "      <td>2.6</td>\n",
        "      <td>1.3</td>\n",
        "      <td>1</td>\n",
        "      <td>1.5</td>\n",
        "      <td>1</td>\n",
        "      <td>1.7</td>\n",
        "      <td>1.5</td>\n",
        "      <td>2</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4319</th>\n",
        "      <td>2014/12/20</td>\n",
        "      <td>station</td>\n",
        "      <td>WS_HR</td>\n",
        "      <td>0.7</td>\n",
        "      <td>0.8</td>\n",
        "      <td>1.8</td>\n",
        "      <td>1</td>\n",
        "      <td>1.9</td>\n",
        "      <td>1.7</td>\n",
        "      <td>2.1</td>\n",
        "      <td>...</td>\n",
        "      <td>1.3</td>\n",
        "      <td>1.7</td>\n",
        "      <td>0.7</td>\n",
        "      <td>0.4</td>\n",
        "      <td>1.1</td>\n",
        "      <td>1.4</td>\n",
        "      <td>1.3</td>\n",
        "      <td>1.6</td>\n",
        "      <td>1.8</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>4320 rows \u00d7 27 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 2,
       "text": [
        "            date  station testmaterial     0     1     2     3     4     5  \\\n",
        "0       2014/1/1  station     AMB_TEMP    14    14    14    13    12    12   \n",
        "1       2014/1/1  station          CH4   1.8   1.8   1.8   1.8   1.8   1.8   \n",
        "2       2014/1/1  station           CO  0.51  0.41  0.39  0.37  0.35   0.3   \n",
        "3       2014/1/1  station         NMHC   0.2  0.15  0.13  0.12  0.11  0.06   \n",
        "4       2014/1/1  station           NO   0.9   0.6   0.5   1.7   1.8   1.5   \n",
        "5       2014/1/1  station          NO2    16   9.2   8.2   6.9   6.8   3.8   \n",
        "6       2014/1/1  station          NOx    17   9.8   8.7   8.6   8.5   5.3   \n",
        "7       2014/1/1  station           O3    16    30    27    23    24    28   \n",
        "8       2014/1/1  station         PM10    56    50    48    35    25    12   \n",
        "9       2014/1/1  station        PM2.5    26    39    36    35    31    28   \n",
        "10      2014/1/1  station     RAINFALL    NR    NR    NR    NR    NR    NR   \n",
        "11      2014/1/1  station           RH    77    68    67    74    72    73   \n",
        "12      2014/1/1  station          SO2   1.8     2   1.7   1.6   1.9   1.4   \n",
        "13      2014/1/1  station          THC     2     2     2   1.9   1.9   1.8   \n",
        "14      2014/1/1  station        WD_HR    37    80    57    76   110   106   \n",
        "15      2014/1/1  station   WIND_DIREC    35    79   2.4    55    94   116   \n",
        "16      2014/1/1  station   WIND_SPEED   1.4   1.8     1   0.6   1.7   2.5   \n",
        "17      2014/1/1  station        WS_HR   0.5   0.9   0.6   0.3   0.6   1.9   \n",
        "18      2014/1/2  station     AMB_TEMP    16    15    15    14    14    15   \n",
        "19      2014/1/2  station          CH4   1.8   1.8   1.8   1.8   1.8   1.8   \n",
        "20      2014/1/2  station           CO  0.26  0.25  0.28  0.27  0.24  0.26   \n",
        "21      2014/1/2  station         NMHC  0.06  0.05  0.06  0.05  0.05  0.07   \n",
        "22      2014/1/2  station           NO   1.4   1.1   1.3     1   1.2   1.1   \n",
        "23      2014/1/2  station          NO2   3.7   3.2   3.3   3.1   3.1   4.3   \n",
        "24      2014/1/2  station          NOx     5   4.3   4.7   4.1   4.3   5.5   \n",
        "25      2014/1/2  station           O3    39    38    39    39    34    31   \n",
        "26      2014/1/2  station         PM10    49    34    31    16    18     8   \n",
        "27      2014/1/2  station        PM2.5    21    23    30    30    22    18   \n",
        "28      2014/1/2  station     RAINFALL    NR    NR    NR    NR    NR    NR   \n",
        "29      2014/1/2  station           RH    65    66    70    71    70    67   \n",
        "...          ...      ...          ...   ...   ...   ...   ...   ...   ...   \n",
        "4290  2014/12/19  station          NOx   8.8   7.5   8.5   8.2   8.6   9.3   \n",
        "4291  2014/12/19  station           O3    30    33    30    34    37    36   \n",
        "4292  2014/12/19  station         PM10    45    50    64    51    44    34   \n",
        "4293  2014/12/19  station        PM2.5    14    16    13    14    21    19   \n",
        "4294  2014/12/19  station     RAINFALL    NR    NR    NR    NR    NR    NR   \n",
        "4295  2014/12/19  station           RH    71    70    71    70    70    71   \n",
        "4296  2014/12/19  station          SO2  -0.2     2   2.1   2.2   2.3   2.5   \n",
        "4297  2014/12/19  station          THC   1.9   1.9     2   1.9   1.9     2   \n",
        "4298  2014/12/19  station        WD_HR   115   119   102   119    97    90   \n",
        "4299  2014/12/19  station   WIND_DIREC   118   119   110   123   111    86   \n",
        "4300  2014/12/19  station   WIND_SPEED   1.8   1.7   1.8     2   1.6   1.4   \n",
        "4301  2014/12/19  station        WS_HR   1.5   1.4   1.3   1.9   1.3     1   \n",
        "4302  2014/12/20  station     AMB_TEMP    14    14    14    14    14    14   \n",
        "4303  2014/12/20  station          CH4   1.7   1.7   1.7   1.7   1.7   1.7   \n",
        "4304  2014/12/20  station           CO  0.21   0.2  0.17  0.17  0.16  0.14   \n",
        "4305  2014/12/20  station         NMHC  0.06  0.09  0.05  0.06  0.05  0.04   \n",
        "4306  2014/12/20  station           NO   1.4   1.6   1.3   0.3   0.3   0.5   \n",
        "4307  2014/12/20  station          NO2   8.5   8.7   4.1   6.3   4.3     4   \n",
        "4308  2014/12/20  station          NOx   9.9    10   5.4   6.6   4.6   4.5   \n",
        "4309  2014/12/20  station           O3    23    22    32    30    32    32   \n",
        "4310  2014/12/20  station         PM10    17    22    11    16     5    12   \n",
        "4311  2014/12/20  station        PM2.5     6     1     1     1     0     0   \n",
        "4312  2014/12/20  station     RAINFALL   0.2    NR    NR    NR    NR    NR   \n",
        "4313  2014/12/20  station           RH    88    91    89    88    87    86   \n",
        "4314  2014/12/20  station          SO2   1.6   1.4   0.8   1.5   0.7     1   \n",
        "4315  2014/12/20  station          THC   1.8   1.8   1.8   1.8   1.8   1.7   \n",
        "4316  2014/12/20  station        WD_HR    46    13    61    44    55    68   \n",
        "4317  2014/12/20  station   WIND_DIREC    36    55    72   327    74    52   \n",
        "4318  2014/12/20  station   WIND_SPEED   1.9   2.4   1.9   2.8   2.3   1.9   \n",
        "4319  2014/12/20  station        WS_HR   0.7   0.8   1.8     1   1.9   1.7   \n",
        "\n",
        "         6  ...     14    15    16    17    18    19    20    21    22    23  \n",
        "0       12  ...     22    22    21    19    17    16    15    15    15    15  \n",
        "1      1.8  ...    1.8   1.8   1.8   1.8   1.8   1.8   1.8   1.8   1.8   1.8  \n",
        "2     0.37  ...   0.37  0.37  0.47  0.69  0.56  0.45  0.38  0.35  0.36  0.32  \n",
        "3      0.1  ...    0.1  0.13  0.14  0.23  0.18  0.12   0.1  0.09   0.1  0.08  \n",
        "4      1.9  ...    2.5   2.2   2.5   2.3   2.1   1.9   1.5   1.6   1.8   1.5  \n",
        "5      6.9  ...     11    11    22    28    19    12   8.1     7   6.9     6  \n",
        "6      8.8  ...     14    13    25    30    21    13   9.7   8.6   8.7   7.5  \n",
        "7       24  ...     65    64    51    34    33    34    37    38    38    36  \n",
        "8        4  ...     52    51    66    85    85    63    46    36    42    42  \n",
        "9       25  ...     36    45    42    49    45    44    41    30    24    13  \n",
        "10      NR  ...     NR    NR    NR    NR    NR    NR    NR    NR    NR    NR  \n",
        "11      74  ...     47    49    56    67    72    69    70    70    70    69  \n",
        "12     1.5  ...    3.9   4.4   9.9   5.1   3.4   2.3     2   1.9   1.9   1.9  \n",
        "13     1.9  ...    1.9   1.9   1.9   2.1     2   1.9   1.9   1.9   1.9   1.9  \n",
        "14     101  ...    307   304   307   124   118   121   113   112   106   110  \n",
        "15     106  ...    313   305   291   124   119   118   114   108   102   111  \n",
        "16     2.5  ...    2.5   2.2   1.4   2.2   2.8     3   2.6   2.7   2.1   2.1  \n",
        "17       2  ...    2.1   2.1   1.9     1   2.5   2.5   2.8   2.6   2.4   2.3  \n",
        "18      16  ...     24    24    23    21    20    19    18    18    18    18  \n",
        "19     1.8  ...    1.8   1.8   1.8   1.8   1.8   1.8   1.8   1.8   1.8   1.8  \n",
        "20    0.34  ...   0.34  0.35  0.38  0.61  0.44   0.4   0.4  0.55  0.41  0.33  \n",
        "21    0.09  ...   0.12  0.16  0.23  0.32  0.18  0.15  0.23  0.29  0.17  0.12  \n",
        "22     1.6  ...    2.3   2.4   2.4   3.5   1.5   1.4   1.5   1.5   1.5   1.7  \n",
        "23     9.4  ...     12    16    18    25    15    12    13    21    15   9.1  \n",
        "24      11  ...     14    18    20    28    16    13    14    22    17    11  \n",
        "25      30  ...     62    58    55    33    40    38    32    20    25    35  \n",
        "26      16  ...     71    66    69    65    61    64    62    57    49    42  \n",
        "27      13  ...     53    43    43    45    46    32    16    19    22    26  \n",
        "28      NR  ...     NR    NR    NR    NR    NR    NR    NR    NR    NR    NR  \n",
        "29      59  ...     47    48    53    62    65    66    69    71    71    71  \n",
        "...    ...  ...    ...   ...   ...   ...   ...   ...   ...   ...   ...   ...  \n",
        "4290    18  ...    8.8   9.2   8.3    29    21    12    16    10   5.9   5.1  \n",
        "4291    24  ...     37    35    35    10    17    25    19    22    32    32  \n",
        "4292    40  ...     41    27    22     5    28    42    48    36    24    29  \n",
        "4293    23  ...     21    21    19    19    25    19    11     0     7     7  \n",
        "4294    NR  ...    0.2   0.2    NR    NR    NR    NR    NR   0.2    NR   0.4  \n",
        "4295    69  ...     82    82    80    85    84    80    83    85    84    82  \n",
        "4296   2.8  ...    2.2   1.9   2.1   2.9   2.6   2.4   2.7   2.4     2   1.9  \n",
        "4297   2.1  ...    1.7   1.8   1.7     2   1.9   1.9   1.9   1.8   1.7   1.7  \n",
        "4298    97  ...    100    85    81    50    72    68    80    72    79    77  \n",
        "4299   111  ...     97    84    46    56    75    57   106   102    99    22  \n",
        "4300   0.9  ...    2.5   1.6     1   1.2   2.4   1.3   2.7   1.9   2.9   0.7  \n",
        "4301     1  ...    2.6   1.4   1.7   0.8     2   1.1     1   1.2   1.8   1.6  \n",
        "4302    14  ...     19    18    17    16    15    14    13    13    13    13  \n",
        "4303   1.7  ...    1.7   1.7   1.7   1.8   1.8   1.8   1.8   1.8   1.8   1.8  \n",
        "4304  0.15  ...   0.24  0.27  0.31   0.5  0.55  0.48  0.47  0.51  0.57  0.56  \n",
        "4305  0.03  ...   0.08  0.11  0.23   0.3   0.2  0.15  0.16  0.16  0.19  0.19  \n",
        "4306   0.3  ...    1.3   1.3   0.9   1.1   1.3     1   1.5   1.5   1.1   1.3  \n",
        "4307   4.4  ...    6.1     8    11    18    19    13    13    13    13    14  \n",
        "4308   4.8  ...    7.4   9.3    11    19    21    14    15    15    14    15  \n",
        "4309    32  ...     37    39    37    26    18    18    14    13    13    13  \n",
        "4310     7  ...      8    13    28    39    45    54    66    50    32    22  \n",
        "4311     0  ...      1     7    24    37    49    37    28    17    24    29  \n",
        "4312    NR  ...     NR    NR    NR    NR    NR    NR    NR    NR    NR    NR  \n",
        "4313    82  ...     53    56    59    65    73    76    80    82    84    84  \n",
        "4314   1.1  ...    2.6   2.8   3.1   4.1   3.4   2.6   2.2   2.3   2.3   2.3  \n",
        "4315   1.7  ...    1.8   1.8     2   2.1     2   1.9   1.9   1.9     2     2  \n",
        "4316    66  ...     59   308   327    21   100   109   108   114   108   109  \n",
        "4317    59  ...     18   311    52    54   121    97   107   118   100   105  \n",
        "4318   2.1  ...    2.3   2.6   1.3     1   1.5     1   1.7   1.5     2     2  \n",
        "4319   2.1  ...    1.3   1.7   0.7   0.4   1.1   1.4   1.3   1.6   1.8     2  \n",
        "\n",
        "[4320 rows x 27 columns]"
       ]
      }
     ],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "pm = train[train[\"testmaterial\"]==\"PM2.5\"]\n",
      "pm.drop(['date','station','testmaterial'], axis=1, inplace=True)\n",
      "pm"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "-c:2: SettingWithCopyWarning: \n",
        "A value is trying to be set on a copy of a slice from a DataFrame\n",
        "\n",
        "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n"
       ]
      },
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        "      <td>29</td>\n",
        "      <td>38</td>\n",
        "      <td>43</td>\n",
        "      <td>44</td>\n",
        "      <td>48</td>\n",
        "      <td>47</td>\n",
        "      <td>36</td>\n",
        "      <td>25</td>\n",
        "      <td>23</td>\n",
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        "      <td>21</td>\n",
        "      <td>21</td>\n",
        "      <td>30</td>\n",
        "      <td>26</td>\n",
        "      <td>26</td>\n",
        "      <td>26</td>\n",
        "      <td>23</td>\n",
        "      <td>16</td>\n",
        "      <td>...</td>\n",
        "      <td>10</td>\n",
        "      <td>6</td>\n",
        "      <td>4</td>\n",
        "      <td>7</td>\n",
        "      <td>14</td>\n",
        "      <td>20</td>\n",
        "      <td>17</td>\n",
        "      <td>14</td>\n",
        "      <td>13</td>\n",
        "      <td>9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>261</th>\n",
        "      <td>9</td>\n",
        "      <td>4</td>\n",
        "      <td>8</td>\n",
        "      <td>5</td>\n",
        "      <td>14</td>\n",
        "      <td>11</td>\n",
        "      <td>13</td>\n",
        "      <td>4</td>\n",
        "      <td>9</td>\n",
        "      <td>15</td>\n",
        "      <td>...</td>\n",
        "      <td>4</td>\n",
        "      <td>13</td>\n",
        "      <td>14</td>\n",
        "      <td>18</td>\n",
        "      <td>20</td>\n",
        "      <td>25</td>\n",
        "      <td>24</td>\n",
        "      <td>14</td>\n",
        "      <td>15</td>\n",
        "      <td>22</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>279</th>\n",
        "      <td>24</td>\n",
        "      <td>16</td>\n",
        "      <td>7</td>\n",
        "      <td>7</td>\n",
        "      <td>6</td>\n",
        "      <td>5</td>\n",
        "      <td>2</td>\n",
        "      <td>17</td>\n",
        "      <td>15</td>\n",
        "      <td>33</td>\n",
        "      <td>...</td>\n",
        "      <td>30</td>\n",
        "      <td>41</td>\n",
        "      <td>38</td>\n",
        "      <td>34</td>\n",
        "      <td>27</td>\n",
        "      <td>26</td>\n",
        "      <td>27</td>\n",
        "      <td>22</td>\n",
        "      <td>28</td>\n",
        "      <td>29</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>297</th>\n",
        "      <td>27</td>\n",
        "      <td>25</td>\n",
        "      <td>22</td>\n",
        "      <td>23</td>\n",
        "      <td>22</td>\n",
        "      <td>22</td>\n",
        "      <td>23</td>\n",
        "      <td>11</td>\n",
        "      <td>2</td>\n",
        "      <td>18</td>\n",
        "      <td>...</td>\n",
        "      <td>16</td>\n",
        "      <td>20</td>\n",
        "      <td>16</td>\n",
        "      <td>34</td>\n",
        "      <td>32</td>\n",
        "      <td>27</td>\n",
        "      <td>17</td>\n",
        "      <td>22</td>\n",
        "      <td>24</td>\n",
        "      <td>17</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>315</th>\n",
        "      <td>17</td>\n",
        "      <td>26</td>\n",
        "      <td>25</td>\n",
        "      <td>24</td>\n",
        "      <td>10</td>\n",
        "      <td>7</td>\n",
        "      <td>11</td>\n",
        "      <td>16</td>\n",
        "      <td>19</td>\n",
        "      <td>9</td>\n",
        "      <td>...</td>\n",
        "      <td>81</td>\n",
        "      <td>90</td>\n",
        "      <td>109</td>\n",
        "      <td>109</td>\n",
        "      <td>105</td>\n",
        "      <td>102</td>\n",
        "      <td>106</td>\n",
        "      <td>107</td>\n",
        "      <td>92</td>\n",
        "      <td>80</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>333</th>\n",
        "      <td>64</td>\n",
        "      <td>52</td>\n",
        "      <td>36</td>\n",
        "      <td>41</td>\n",
        "      <td>46</td>\n",
        "      <td>48</td>\n",
        "      <td>38</td>\n",
        "      <td>21</td>\n",
        "      <td>11</td>\n",
        "      <td>11</td>\n",
        "      <td>...</td>\n",
        "      <td>50</td>\n",
        "      <td>57</td>\n",
        "      <td>66</td>\n",
        "      <td>72</td>\n",
        "      <td>77</td>\n",
        "      <td>72</td>\n",
        "      <td>75</td>\n",
        "      <td>72</td>\n",
        "      <td>69</td>\n",
        "      <td>62</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>351</th>\n",
        "      <td>61</td>\n",
        "      <td>59</td>\n",
        "      <td>60</td>\n",
        "      <td>48</td>\n",
        "      <td>53</td>\n",
        "      <td>60</td>\n",
        "      <td>66</td>\n",
        "      <td>53</td>\n",
        "      <td>55</td>\n",
        "      <td>57</td>\n",
        "      <td>...</td>\n",
        "      <td>51</td>\n",
        "      <td>47</td>\n",
        "      <td>44</td>\n",
        "      <td>46</td>\n",
        "      <td>46</td>\n",
        "      <td>39</td>\n",
        "      <td>18</td>\n",
        "      <td>19</td>\n",
        "      <td>23</td>\n",
        "      <td>34</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>369</th>\n",
        "      <td>30</td>\n",
        "      <td>32</td>\n",
        "      <td>36</td>\n",
        "      <td>29</td>\n",
        "      <td>16</td>\n",
        "      <td>10</td>\n",
        "      <td>23</td>\n",
        "      <td>27</td>\n",
        "      <td>33</td>\n",
        "      <td>21</td>\n",
        "      <td>...</td>\n",
        "      <td>21</td>\n",
        "      <td>19</td>\n",
        "      <td>19</td>\n",
        "      <td>19</td>\n",
        "      <td>18</td>\n",
        "      <td>27</td>\n",
        "      <td>37</td>\n",
        "      <td>39</td>\n",
        "      <td>31</td>\n",
        "      <td>25</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>387</th>\n",
        "      <td>22</td>\n",
        "      <td>20</td>\n",
        "      <td>13</td>\n",
        "      <td>8</td>\n",
        "      <td>15</td>\n",
        "      <td>13</td>\n",
        "      <td>22</td>\n",
        "      <td>19</td>\n",
        "      <td>23</td>\n",
        "      <td>15</td>\n",
        "      <td>...</td>\n",
        "      <td>33</td>\n",
        "      <td>28</td>\n",
        "      <td>25</td>\n",
        "      <td>21</td>\n",
        "      <td>23</td>\n",
        "      <td>27</td>\n",
        "      <td>29</td>\n",
        "      <td>30</td>\n",
        "      <td>31</td>\n",
        "      <td>29</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>405</th>\n",
        "      <td>31</td>\n",
        "      <td>26</td>\n",
        "      <td>17</td>\n",
        "      <td>13</td>\n",
        "      <td>18</td>\n",
        "      <td>29</td>\n",
        "      <td>22</td>\n",
        "      <td>21</td>\n",
        "      <td>23</td>\n",
        "      <td>34</td>\n",
        "      <td>...</td>\n",
        "      <td>30</td>\n",
        "      <td>32</td>\n",
        "      <td>24</td>\n",
        "      <td>27</td>\n",
        "      <td>17</td>\n",
        "      <td>20</td>\n",
        "      <td>20</td>\n",
        "      <td>29</td>\n",
        "      <td>25</td>\n",
        "      <td>25</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>423</th>\n",
        "      <td>22</td>\n",
        "      <td>27</td>\n",
        "      <td>22</td>\n",
        "      <td>31</td>\n",
        "      <td>32</td>\n",
        "      <td>35</td>\n",
        "      <td>25</td>\n",
        "      <td>14</td>\n",
        "      <td>7</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
        "      <td>8</td>\n",
        "      <td>12</td>\n",
        "      <td>15</td>\n",
        "      <td>17</td>\n",
        "      <td>9</td>\n",
        "      <td>11</td>\n",
        "      <td>5</td>\n",
        "      <td>7</td>\n",
        "      <td>5</td>\n",
        "      <td>9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>441</th>\n",
        "      <td>6</td>\n",
        "      <td>6</td>\n",
        "      <td>4</td>\n",
        "      <td>4</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>2</td>\n",
        "      <td>2</td>\n",
        "      <td>2</td>\n",
        "      <td>...</td>\n",
        "      <td>28</td>\n",
        "      <td>36</td>\n",
        "      <td>23</td>\n",
        "      <td>21</td>\n",
        "      <td>25</td>\n",
        "      <td>16</td>\n",
        "      <td>19</td>\n",
        "      <td>17</td>\n",
        "      <td>18</td>\n",
        "      <td>12</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>459</th>\n",
        "      <td>13</td>\n",
        "      <td>22</td>\n",
        "      <td>29</td>\n",
        "      <td>21</td>\n",
        "      <td>21</td>\n",
        "      <td>14</td>\n",
        "      <td>16</td>\n",
        "      <td>6</td>\n",
        "      <td>11</td>\n",
        "      <td>10</td>\n",
        "      <td>...</td>\n",
        "      <td>29</td>\n",
        "      <td>29</td>\n",
        "      <td>34</td>\n",
        "      <td>39</td>\n",
        "      <td>40</td>\n",
        "      <td>52</td>\n",
        "      <td>50</td>\n",
        "      <td>50</td>\n",
        "      <td>40</td>\n",
        "      <td>43</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>477</th>\n",
        "      <td>46</td>\n",
        "      <td>44</td>\n",
        "      <td>38</td>\n",
        "      <td>36</td>\n",
        "      <td>23</td>\n",
        "      <td>19</td>\n",
        "      <td>7</td>\n",
        "      <td>21</td>\n",
        "      <td>20</td>\n",
        "      <td>25</td>\n",
        "      <td>...</td>\n",
        "      <td>24</td>\n",
        "      <td>25</td>\n",
        "      <td>27</td>\n",
        "      <td>24</td>\n",
        "      <td>23</td>\n",
        "      <td>20</td>\n",
        "      <td>28</td>\n",
        "      <td>41</td>\n",
        "      <td>34</td>\n",
        "      <td>39</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>495</th>\n",
        "      <td>32</td>\n",
        "      <td>35</td>\n",
        "      <td>25</td>\n",
        "      <td>13</td>\n",
        "      <td>12</td>\n",
        "      <td>7</td>\n",
        "      <td>7</td>\n",
        "      <td>6</td>\n",
        "      <td>7</td>\n",
        "      <td>9</td>\n",
        "      <td>...</td>\n",
        "      <td>7</td>\n",
        "      <td>15</td>\n",
        "      <td>12</td>\n",
        "      <td>7</td>\n",
        "      <td>0</td>\n",
        "      <td>3</td>\n",
        "      <td>5</td>\n",
        "      <td>9</td>\n",
        "      <td>4</td>\n",
        "      <td>8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>513</th>\n",
        "      <td>4</td>\n",
        "      <td>6</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>7</td>\n",
        "      <td>7</td>\n",
        "      <td>5</td>\n",
        "      <td>7</td>\n",
        "      <td>10</td>\n",
        "      <td>...</td>\n",
        "      <td>11</td>\n",
        "      <td>12</td>\n",
        "      <td>12</td>\n",
        "      <td>2</td>\n",
        "      <td>6</td>\n",
        "      <td>6</td>\n",
        "      <td>4</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>531</th>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>4</td>\n",
        "      <td>4</td>\n",
        "      <td>8</td>\n",
        "      <td>9</td>\n",
        "      <td>13</td>\n",
        "      <td>10</td>\n",
        "      <td>4</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
        "      <td>3</td>\n",
        "      <td>11</td>\n",
        "      <td>7</td>\n",
        "      <td>15</td>\n",
        "      <td>8</td>\n",
        "      <td>19</td>\n",
        "      <td>10</td>\n",
        "      <td>9</td>\n",
        "      <td>3</td>\n",
        "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3789</th>\n",
        "      <td>11</td>\n",
        "      <td>6</td>\n",
        "      <td>14</td>\n",
        "      <td>12</td>\n",
        "      <td>12</td>\n",
        "      <td>0</td>\n",
        "      <td>2</td>\n",
        "      <td>7</td>\n",
        "      <td>12</td>\n",
        "      <td>23</td>\n",
        "      <td>...</td>\n",
        "      <td>39</td>\n",
        "      <td>32</td>\n",
        "      <td>17</td>\n",
        "      <td>19</td>\n",
        "      <td>27</td>\n",
        "      <td>41</td>\n",
        "      <td>45</td>\n",
        "      <td>41</td>\n",
        "      <td>40</td>\n",
        "      <td>28</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3807</th>\n",
        "      <td>21</td>\n",
        "      <td>16</td>\n",
        "      <td>26</td>\n",
        "      <td>18</td>\n",
        "      <td>11</td>\n",
        "      <td>6</td>\n",
        "      <td>7</td>\n",
        "      <td>12</td>\n",
        "      <td>4</td>\n",
        "      <td>6</td>\n",
        "      <td>...</td>\n",
        "      <td>18</td>\n",
        "      <td>30</td>\n",
        "      <td>30</td>\n",
        "      <td>18</td>\n",
        "      <td>11</td>\n",
        "      <td>10</td>\n",
        "      <td>21</td>\n",
        "      <td>17</td>\n",
        "      <td>18</td>\n",
        "      <td>14</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3825</th>\n",
        "      <td>14</td>\n",
        "      <td>11</td>\n",
        "      <td>14</td>\n",
        "      <td>14</td>\n",
        "      <td>10</td>\n",
        "      <td>4</td>\n",
        "      <td>9</td>\n",
        "      <td>14</td>\n",
        "      <td>10</td>\n",
        "      <td>17</td>\n",
        "      <td>...</td>\n",
        "      <td>16</td>\n",
        "      <td>26</td>\n",
        "      <td>33</td>\n",
        "      <td>33</td>\n",
        "      <td>37</td>\n",
        "      <td>26</td>\n",
        "      <td>21</td>\n",
        "      <td>18</td>\n",
        "      <td>24</td>\n",
        "      <td>20</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3843</th>\n",
        "      <td>9</td>\n",
        "      <td>6</td>\n",
        "      <td>6</td>\n",
        "      <td>5</td>\n",
        "      <td>0</td>\n",
        "      <td>4</td>\n",
        "      <td>7</td>\n",
        "      <td>9</td>\n",
        "      <td>12</td>\n",
        "      <td>14</td>\n",
        "      <td>...</td>\n",
        "      <td>6</td>\n",
        "      <td>3</td>\n",
        "      <td>3</td>\n",
        "      <td>13</td>\n",
        "      <td>19</td>\n",
        "      <td>15</td>\n",
        "      <td>4</td>\n",
        "      <td>7</td>\n",
        "      <td>12</td>\n",
        "      <td>13</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3861</th>\n",
        "      <td>9</td>\n",
        "      <td>4</td>\n",
        "      <td>6</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>4</td>\n",
        "      <td>6</td>\n",
        "      <td>...</td>\n",
        "      <td>34</td>\n",
        "      <td>54</td>\n",
        "      <td>69</td>\n",
        "      <td>66</td>\n",
        "      <td>59</td>\n",
        "      <td>36</td>\n",
        "      <td>33</td>\n",
        "      <td>18</td>\n",
        "      <td>11</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3879</th>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>13</td>\n",
        "      <td>19</td>\n",
        "      <td>23</td>\n",
        "      <td>14</td>\n",
        "      <td>...</td>\n",
        "      <td>18</td>\n",
        "      <td>18</td>\n",
        "      <td>18</td>\n",
        "      <td>-1</td>\n",
        "      <td>-1</td>\n",
        "      <td>-1</td>\n",
        "      <td>-1</td>\n",
        "      <td>-1</td>\n",
        "      <td>-1</td>\n",
        "      <td>-1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3897</th>\n",
        "      <td>-1</td>\n",
        "      <td>-1</td>\n",
        "      <td>-1</td>\n",
        "      <td>-1</td>\n",
        "      <td>-1</td>\n",
        "      <td>-1</td>\n",
        "      <td>-1</td>\n",
        "      <td>-1</td>\n",
        "      <td>-1</td>\n",
        "      <td>-1</td>\n",
        "      <td>...</td>\n",
        "      <td>19</td>\n",
        "      <td>19</td>\n",
        "      <td>19</td>\n",
        "      <td>12</td>\n",
        "      <td>3</td>\n",
        "      <td>6</td>\n",
        "      <td>11</td>\n",
        "      <td>11</td>\n",
        "      <td>8</td>\n",
        "      <td>6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3915</th>\n",
        "      <td>6</td>\n",
        "      <td>12</td>\n",
        "      <td>11</td>\n",
        "      <td>11</td>\n",
        "      <td>7</td>\n",
        "      <td>3</td>\n",
        "      <td>13</td>\n",
        "      <td>31</td>\n",
        "      <td>47</td>\n",
        "      <td>47</td>\n",
        "      <td>...</td>\n",
        "      <td>22</td>\n",
        "      <td>22</td>\n",
        "      <td>21</td>\n",
        "      <td>21</td>\n",
        "      <td>19</td>\n",
        "      <td>14</td>\n",
        "      <td>7</td>\n",
        "      <td>6</td>\n",
        "      <td>10</td>\n",
        "      <td>14</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3933</th>\n",
        "      <td>9</td>\n",
        "      <td>3</td>\n",
        "      <td>0</td>\n",
        "      <td>4</td>\n",
        "      <td>4</td>\n",
        "      <td>8</td>\n",
        "      <td>2</td>\n",
        "      <td>4</td>\n",
        "      <td>8</td>\n",
        "      <td>14</td>\n",
        "      <td>...</td>\n",
        "      <td>71</td>\n",
        "      <td>69</td>\n",
        "      <td>38</td>\n",
        "      <td>9</td>\n",
        "      <td>9</td>\n",
        "      <td>14</td>\n",
        "      <td>20</td>\n",
        "      <td>18</td>\n",
        "      <td>13</td>\n",
        "      <td>10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3951</th>\n",
        "      <td>10</td>\n",
        "      <td>8</td>\n",
        "      <td>8</td>\n",
        "      <td>2</td>\n",
        "      <td>2</td>\n",
        "      <td>0</td>\n",
        "      <td>4</td>\n",
        "      <td>14</td>\n",
        "      <td>25</td>\n",
        "      <td>20</td>\n",
        "      <td>...</td>\n",
        "      <td>26</td>\n",
        "      <td>26</td>\n",
        "      <td>25</td>\n",
        "      <td>34</td>\n",
        "      <td>39</td>\n",
        "      <td>38</td>\n",
        "      <td>33</td>\n",
        "      <td>24</td>\n",
        "      <td>24</td>\n",
        "      <td>24</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3969</th>\n",
        "      <td>22</td>\n",
        "      <td>17</td>\n",
        "      <td>17</td>\n",
        "      <td>22</td>\n",
        "      <td>27</td>\n",
        "      <td>26</td>\n",
        "      <td>9</td>\n",
        "      <td>4</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
        "      <td>1</td>\n",
        "      <td>18</td>\n",
        "      <td>30</td>\n",
        "      <td>33</td>\n",
        "      <td>15</td>\n",
        "      <td>10</td>\n",
        "      <td>10</td>\n",
        "      <td>16</td>\n",
        "      <td>20</td>\n",
        "      <td>21</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3987</th>\n",
        "      <td>14</td>\n",
        "      <td>6</td>\n",
        "      <td>0</td>\n",
        "      <td>10</td>\n",
        "      <td>15</td>\n",
        "      <td>24</td>\n",
        "      <td>15</td>\n",
        "      <td>14</td>\n",
        "      <td>14</td>\n",
        "      <td>21</td>\n",
        "      <td>...</td>\n",
        "      <td>12</td>\n",
        "      <td>4</td>\n",
        "      <td>13</td>\n",
        "      <td>13</td>\n",
        "      <td>17</td>\n",
        "      <td>7</td>\n",
        "      <td>5</td>\n",
        "      <td>4</td>\n",
        "      <td>20</td>\n",
        "      <td>19</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4005</th>\n",
        "      <td>20</td>\n",
        "      <td>5</td>\n",
        "      <td>12</td>\n",
        "      <td>15</td>\n",
        "      <td>22</td>\n",
        "      <td>14</td>\n",
        "      <td>6</td>\n",
        "      <td>4</td>\n",
        "      <td>13</td>\n",
        "      <td>20</td>\n",
        "      <td>...</td>\n",
        "      <td>32</td>\n",
        "      <td>38</td>\n",
        "      <td>36</td>\n",
        "      <td>35</td>\n",
        "      <td>27</td>\n",
        "      <td>24</td>\n",
        "      <td>21</td>\n",
        "      <td>26</td>\n",
        "      <td>34</td>\n",
        "      <td>29</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4023</th>\n",
        "      <td>21</td>\n",
        "      <td>21</td>\n",
        "      <td>21</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
        "      <td>0</td>\n",
        "      <td>10</td>\n",
        "      <td>18</td>\n",
        "      <td>18</td>\n",
        "      <td>18</td>\n",
        "      <td>18</td>\n",
        "      <td>18</td>\n",
        "      <td>18</td>\n",
        "      <td>18</td>\n",
        "      <td>18</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4041</th>\n",
        "      <td>20</td>\n",
        "      <td>20</td>\n",
        "      <td>20</td>\n",
        "      <td>20</td>\n",
        "      <td>20</td>\n",
        "      <td>21</td>\n",
        "      <td>29</td>\n",
        "      <td>29</td>\n",
        "      <td>27</td>\n",
        "      <td>21</td>\n",
        "      <td>...</td>\n",
        "      <td>13</td>\n",
        "      <td>11</td>\n",
        "      <td>18</td>\n",
        "      <td>28</td>\n",
        "      <td>33</td>\n",
        "      <td>37</td>\n",
        "      <td>30</td>\n",
        "      <td>19</td>\n",
        "      <td>7</td>\n",
        "      <td>7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4059</th>\n",
        "      <td>7</td>\n",
        "      <td>2</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>5</td>\n",
        "      <td>9</td>\n",
        "      <td>8</td>\n",
        "      <td>2</td>\n",
        "      <td>1</td>\n",
        "      <td>...</td>\n",
        "      <td>15</td>\n",
        "      <td>16</td>\n",
        "      <td>22</td>\n",
        "      <td>25</td>\n",
        "      <td>27</td>\n",
        "      <td>18</td>\n",
        "      <td>19</td>\n",
        "      <td>12</td>\n",
        "      <td>10</td>\n",
        "      <td>6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4077</th>\n",
        "      <td>8</td>\n",
        "      <td>6</td>\n",
        "      <td>19</td>\n",
        "      <td>21</td>\n",
        "      <td>20</td>\n",
        "      <td>4</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>3</td>\n",
        "      <td>...</td>\n",
        "      <td>34</td>\n",
        "      <td>35</td>\n",
        "      <td>36</td>\n",
        "      <td>40</td>\n",
        "      <td>31</td>\n",
        "      <td>35</td>\n",
        "      <td>37</td>\n",
        "      <td>35</td>\n",
        "      <td>34</td>\n",
        "      <td>26</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4095</th>\n",
        "      <td>27</td>\n",
        "      <td>15</td>\n",
        "      <td>11</td>\n",
        "      <td>11</td>\n",
        "      <td>14</td>\n",
        "      <td>15</td>\n",
        "      <td>15</td>\n",
        "      <td>17</td>\n",
        "      <td>23</td>\n",
        "      <td>24</td>\n",
        "      <td>...</td>\n",
        "      <td>7</td>\n",
        "      <td>12</td>\n",
        "      <td>15</td>\n",
        "      <td>25</td>\n",
        "      <td>37</td>\n",
        "      <td>36</td>\n",
        "      <td>34</td>\n",
        "      <td>22</td>\n",
        "      <td>13</td>\n",
        "      <td>4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4113</th>\n",
        "      <td>4</td>\n",
        "      <td>11</td>\n",
        "      <td>22</td>\n",
        "      <td>23</td>\n",
        "      <td>16</td>\n",
        "      <td>9</td>\n",
        "      <td>4</td>\n",
        "      <td>6</td>\n",
        "      <td>3</td>\n",
        "      <td>13</td>\n",
        "      <td>...</td>\n",
        "      <td>33</td>\n",
        "      <td>40</td>\n",
        "      <td>40</td>\n",
        "      <td>32</td>\n",
        "      <td>30</td>\n",
        "      <td>30</td>\n",
        "      <td>34</td>\n",
        "      <td>37</td>\n",
        "      <td>37</td>\n",
        "      <td>26</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4131</th>\n",
        "      <td>18</td>\n",
        "      <td>19</td>\n",
        "      <td>38</td>\n",
        "      <td>52</td>\n",
        "      <td>53</td>\n",
        "      <td>39</td>\n",
        "      <td>17</td>\n",
        "      <td>9</td>\n",
        "      <td>6</td>\n",
        "      <td>12</td>\n",
        "      <td>...</td>\n",
        "      <td>30</td>\n",
        "      <td>24</td>\n",
        "      <td>32</td>\n",
        "      <td>33</td>\n",
        "      <td>40</td>\n",
        "      <td>24</td>\n",
        "      <td>15</td>\n",
        "      <td>7</td>\n",
        "      <td>16</td>\n",
        "      <td>19</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4149</th>\n",
        "      <td>23</td>\n",
        "      <td>11</td>\n",
        "      <td>6</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>...</td>\n",
        "      <td>7</td>\n",
        "      <td>13</td>\n",
        "      <td>17</td>\n",
        "      <td>17</td>\n",
        "      <td>11</td>\n",
        "      <td>20</td>\n",
        "      <td>29</td>\n",
        "      <td>33</td>\n",
        "      <td>19</td>\n",
        "      <td>6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4167</th>\n",
        "      <td>6</td>\n",
        "      <td>14</td>\n",
        "      <td>12</td>\n",
        "      <td>12</td>\n",
        "      <td>2</td>\n",
        "      <td>4</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>3</td>\n",
        "      <td>4</td>\n",
        "      <td>...</td>\n",
        "      <td>26</td>\n",
        "      <td>39</td>\n",
        "      <td>46</td>\n",
        "      <td>48</td>\n",
        "      <td>51</td>\n",
        "      <td>43</td>\n",
        "      <td>34</td>\n",
        "      <td>33</td>\n",
        "      <td>36</td>\n",
        "      <td>28</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4185</th>\n",
        "      <td>24</td>\n",
        "      <td>16</td>\n",
        "      <td>27</td>\n",
        "      <td>21</td>\n",
        "      <td>22</td>\n",
        "      <td>27</td>\n",
        "      <td>29</td>\n",
        "      <td>37</td>\n",
        "      <td>23</td>\n",
        "      <td>17</td>\n",
        "      <td>...</td>\n",
        "      <td>23</td>\n",
        "      <td>19</td>\n",
        "      <td>21</td>\n",
        "      <td>29</td>\n",
        "      <td>38</td>\n",
        "      <td>37</td>\n",
        "      <td>33</td>\n",
        "      <td>21</td>\n",
        "      <td>24</td>\n",
        "      <td>21</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4203</th>\n",
        "      <td>26</td>\n",
        "      <td>19</td>\n",
        "      <td>17</td>\n",
        "      <td>19</td>\n",
        "      <td>32</td>\n",
        "      <td>26</td>\n",
        "      <td>21</td>\n",
        "      <td>6</td>\n",
        "      <td>17</td>\n",
        "      <td>14</td>\n",
        "      <td>...</td>\n",
        "      <td>47</td>\n",
        "      <td>55</td>\n",
        "      <td>66</td>\n",
        "      <td>70</td>\n",
        "      <td>66</td>\n",
        "      <td>66</td>\n",
        "      <td>70</td>\n",
        "      <td>70</td>\n",
        "      <td>59</td>\n",
        "      <td>53</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4221</th>\n",
        "      <td>49</td>\n",
        "      <td>57</td>\n",
        "      <td>53</td>\n",
        "      <td>65</td>\n",
        "      <td>64</td>\n",
        "      <td>68</td>\n",
        "      <td>52</td>\n",
        "      <td>42</td>\n",
        "      <td>31</td>\n",
        "      <td>27</td>\n",
        "      <td>...</td>\n",
        "      <td>21</td>\n",
        "      <td>17</td>\n",
        "      <td>24</td>\n",
        "      <td>23</td>\n",
        "      <td>18</td>\n",
        "      <td>23</td>\n",
        "      <td>21</td>\n",
        "      <td>27</td>\n",
        "      <td>14</td>\n",
        "      <td>10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4239</th>\n",
        "      <td>5</td>\n",
        "      <td>9</td>\n",
        "      <td>17</td>\n",
        "      <td>26</td>\n",
        "      <td>33</td>\n",
        "      <td>32</td>\n",
        "      <td>24</td>\n",
        "      <td>16</td>\n",
        "      <td>16</td>\n",
        "      <td>21</td>\n",
        "      <td>...</td>\n",
        "      <td>8</td>\n",
        "      <td>16</td>\n",
        "      <td>28</td>\n",
        "      <td>37</td>\n",
        "      <td>39</td>\n",
        "      <td>36</td>\n",
        "      <td>36</td>\n",
        "      <td>31</td>\n",
        "      <td>26</td>\n",
        "      <td>19</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4257</th>\n",
        "      <td>21</td>\n",
        "      <td>26</td>\n",
        "      <td>26</td>\n",
        "      <td>31</td>\n",
        "      <td>29</td>\n",
        "      <td>21</td>\n",
        "      <td>13</td>\n",
        "      <td>13</td>\n",
        "      <td>21</td>\n",
        "      <td>23</td>\n",
        "      <td>...</td>\n",
        "      <td>12</td>\n",
        "      <td>6</td>\n",
        "      <td>4</td>\n",
        "      <td>11</td>\n",
        "      <td>11</td>\n",
        "      <td>5</td>\n",
        "      <td>0</td>\n",
        "      <td>6</td>\n",
        "      <td>6</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4275</th>\n",
        "      <td>0</td>\n",
        "      <td>2</td>\n",
        "      <td>2</td>\n",
        "      <td>3</td>\n",
        "      <td>3</td>\n",
        "      <td>3</td>\n",
        "      <td>11</td>\n",
        "      <td>13</td>\n",
        "      <td>14</td>\n",
        "      <td>8</td>\n",
        "      <td>...</td>\n",
        "      <td>31</td>\n",
        "      <td>31</td>\n",
        "      <td>36</td>\n",
        "      <td>31</td>\n",
        "      <td>31</td>\n",
        "      <td>34</td>\n",
        "      <td>39</td>\n",
        "      <td>36</td>\n",
        "      <td>24</td>\n",
        "      <td>23</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4293</th>\n",
        "      <td>14</td>\n",
        "      <td>16</td>\n",
        "      <td>13</td>\n",
        "      <td>14</td>\n",
        "      <td>21</td>\n",
        "      <td>19</td>\n",
        "      <td>23</td>\n",
        "      <td>18</td>\n",
        "      <td>17</td>\n",
        "      <td>24</td>\n",
        "      <td>...</td>\n",
        "      <td>21</td>\n",
        "      <td>21</td>\n",
        "      <td>19</td>\n",
        "      <td>19</td>\n",
        "      <td>25</td>\n",
        "      <td>19</td>\n",
        "      <td>11</td>\n",
        "      <td>0</td>\n",
        "      <td>7</td>\n",
        "      <td>7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4311</th>\n",
        "      <td>6</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>2</td>\n",
        "      <td>2</td>\n",
        "      <td>8</td>\n",
        "      <td>...</td>\n",
        "      <td>1</td>\n",
        "      <td>7</td>\n",
        "      <td>24</td>\n",
        "      <td>37</td>\n",
        "      <td>49</td>\n",
        "      <td>37</td>\n",
        "      <td>28</td>\n",
        "      <td>17</td>\n",
        "      <td>24</td>\n",
        "      <td>29</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>240 rows \u00d7 24 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 3,
       "text": [
        "       0   1   2   3   4   5   6   7   8   9 ...  14  15   16   17   18   19  \\\n",
        "9     26  39  36  35  31  28  25  20  19  30 ...  36  45   42   49   45   44   \n",
        "27    21  23  30  30  22  18  13  13  11  22 ...  53  43   43   45   46   32   \n",
        "45    19  25  27  20  16  14  15   8   4   9 ...  32  36   34   45   40   41   \n",
        "63    27  27  14  20  22  24  26  33  48  50 ...  62  55   56   67   78   83   \n",
        "81    80  80  76  81  75  66  70  65  66  57 ...  64  73   57   57   53   70   \n",
        "99    66  55  46  46  46  42  35  35  40  45 ...  62  59   61   50   60   62   \n",
        "117   41  32  35  31  33  25  36  28  33  29 ...  62  61   47   54   57   59   \n",
        "135   48  53  60  60  52  47  45  50  43  40 ...  35  36   36   32   33   33   \n",
        "153   18  15   9   9  14  15  20  16  23  16 ...  20  20   20   18   18   22   \n",
        "171    6   7   7   0   0   1   1   7   7   8 ...  23  20   18   15   16   10   \n",
        "189   25  21  25  24  23  18  20  14   7  17 ...  36  36   29   32   33   30   \n",
        "207   48  56  62  52  40  32  37  31  34  32 ...  19  24   25   14   16   22   \n",
        "225   10  10  10  13  18  16   7   5   2  11 ...  18  29   38   43   44   48   \n",
        "243   29  23  21  21  30  26  26  26  23  16 ...  10   6    4    7   14   20   \n",
        "261    9   4   8   5  14  11  13   4   9  15 ...   4  13   14   18   20   25   \n",
        "279   24  16   7   7   6   5   2  17  15  33 ...  30  41   38   34   27   26   \n",
        "297   27  25  22  23  22  22  23  11   2  18 ...  16  20   16   34   32   27   \n",
        "315   17  26  25  24  10   7  11  16  19   9 ...  81  90  109  109  105  102   \n",
        "333   64  52  36  41  46  48  38  21  11  11 ...  50  57   66   72   77   72   \n",
        "351   61  59  60  48  53  60  66  53  55  57 ...  51  47   44   46   46   39   \n",
        "369   30  32  36  29  16  10  23  27  33  21 ...  21  19   19   19   18   27   \n",
        "387   22  20  13   8  15  13  22  19  23  15 ...  33  28   25   21   23   27   \n",
        "405   31  26  17  13  18  29  22  21  23  34 ...  30  32   24   27   17   20   \n",
        "423   22  27  22  31  32  35  25  14   7   0 ...   8  12   15   17    9   11   \n",
        "441    6   6   4   4   0   0   0   2   2   2 ...  28  36   23   21   25   16   \n",
        "459   13  22  29  21  21  14  16   6  11  10 ...  29  29   34   39   40   52   \n",
        "477   46  44  38  36  23  19   7  21  20  25 ...  24  25   27   24   23   20   \n",
        "495   32  35  25  13  12   7   7   6   7   9 ...   7  15   12    7    0    3   \n",
        "513    4   6   0   0   0   7   7   5   7  10 ...  11  12   12    2    6    6   \n",
        "531    0   0   4   4   8   9  13  10   4   0 ...   3  11    7   15    8   19   \n",
        "...   ..  ..  ..  ..  ..  ..  ..  ..  ..  .. ...  ..  ..  ...  ...  ...  ...   \n",
        "3789  11   6  14  12  12   0   2   7  12  23 ...  39  32   17   19   27   41   \n",
        "3807  21  16  26  18  11   6   7  12   4   6 ...  18  30   30   18   11   10   \n",
        "3825  14  11  14  14  10   4   9  14  10  17 ...  16  26   33   33   37   26   \n",
        "3843   9   6   6   5   0   4   7   9  12  14 ...   6   3    3   13   19   15   \n",
        "3861   9   4   6   1   1   0   0   0   4   6 ...  34  54   69   66   59   36   \n",
        "3879   0   0   0   0   1   1  13  19  23  14 ...  18  18   18   -1   -1   -1   \n",
        "3897  -1  -1  -1  -1  -1  -1  -1  -1  -1  -1 ...  19  19   19   12    3    6   \n",
        "3915   6  12  11  11   7   3  13  31  47  47 ...  22  22   21   21   19   14   \n",
        "3933   9   3   0   4   4   8   2   4   8  14 ...  71  69   38    9    9   14   \n",
        "3951  10   8   8   2   2   0   4  14  25  20 ...  26  26   25   34   39   38   \n",
        "3969  22  17  17  22  27  26   9   4   0   0 ...   1  18   30   33   15   10   \n",
        "3987  14   6   0  10  15  24  15  14  14  21 ...  12   4   13   13   17    7   \n",
        "4005  20   5  12  15  22  14   6   4  13  20 ...  32  38   36   35   27   24   \n",
        "4023  21  21  21   0   0   0   0   0   0   0 ...   0  10   18   18   18   18   \n",
        "4041  20  20  20  20  20  21  29  29  27  21 ...  13  11   18   28   33   37   \n",
        "4059   7   2   0   0   1   5   9   8   2   1 ...  15  16   22   25   27   18   \n",
        "4077   8   6  19  21  20   4   0   0   0   3 ...  34  35   36   40   31   35   \n",
        "4095  27  15  11  11  14  15  15  17  23  24 ...   7  12   15   25   37   36   \n",
        "4113   4  11  22  23  16   9   4   6   3  13 ...  33  40   40   32   30   30   \n",
        "4131  18  19  38  52  53  39  17   9   6  12 ...  30  24   32   33   40   24   \n",
        "4149  23  11   6   1   1   1   0   0   1   1 ...   7  13   17   17   11   20   \n",
        "4167   6  14  12  12   2   4   1   1   3   4 ...  26  39   46   48   51   43   \n",
        "4185  24  16  27  21  22  27  29  37  23  17 ...  23  19   21   29   38   37   \n",
        "4203  26  19  17  19  32  26  21   6  17  14 ...  47  55   66   70   66   66   \n",
        "4221  49  57  53  65  64  68  52  42  31  27 ...  21  17   24   23   18   23   \n",
        "4239   5   9  17  26  33  32  24  16  16  21 ...   8  16   28   37   39   36   \n",
        "4257  21  26  26  31  29  21  13  13  21  23 ...  12   6    4   11   11    5   \n",
        "4275   0   2   2   3   3   3  11  13  14   8 ...  31  31   36   31   31   34   \n",
        "4293  14  16  13  14  21  19  23  18  17  24 ...  21  21   19   19   25   19   \n",
        "4311   6   1   1   1   0   0   0   2   2   8 ...   1   7   24   37   49   37   \n",
        "\n",
        "       20   21  22  23  \n",
        "9      41   30  24  13  \n",
        "27     16   19  22  26  \n",
        "45     23   29  23  37  \n",
        "63     90   75  85  82  \n",
        "81     70   60  68  66  \n",
        "99     62   50  45  43  \n",
        "117    61   43  39  38  \n",
        "135    34   21  15  13  \n",
        "153    15   11   1   1  \n",
        "171     6   11  22  28  \n",
        "189    40   36  46  41  \n",
        "207    23   18   6   9  \n",
        "225    47   36  25  23  \n",
        "243    17   14  13   9  \n",
        "261    24   14  15  22  \n",
        "279    27   22  28  29  \n",
        "297    17   22  24  17  \n",
        "315   106  107  92  80  \n",
        "333    75   72  69  62  \n",
        "351    18   19  23  34  \n",
        "369    37   39  31  25  \n",
        "387    29   30  31  29  \n",
        "405    20   29  25  25  \n",
        "423     5    7   5   9  \n",
        "441    19   17  18  12  \n",
        "459    50   50  40  43  \n",
        "477    28   41  34  39  \n",
        "495     5    9   4   8  \n",
        "513     4    0   1   0  \n",
        "531    10    9   3   3  \n",
        "...   ...  ...  ..  ..  \n",
        "3789   45   41  40  28  \n",
        "3807   21   17  18  14  \n",
        "3825   21   18  24  20  \n",
        "3843    4    7  12  13  \n",
        "3861   33   18  11   0  \n",
        "3879   -1   -1  -1  -1  \n",
        "3897   11   11   8   6  \n",
        "3915    7    6  10  14  \n",
        "3933   20   18  13  10  \n",
        "3951   33   24  24  24  \n",
        "3969   10   16  20  21  \n",
        "3987    5    4  20  19  \n",
        "4005   21   26  34  29  \n",
        "4023   18   18  18  18  \n",
        "4041   30   19   7   7  \n",
        "4059   19   12  10   6  \n",
        "4077   37   35  34  26  \n",
        "4095   34   22  13   4  \n",
        "4113   34   37  37  26  \n",
        "4131   15    7  16  19  \n",
        "4149   29   33  19   6  \n",
        "4167   34   33  36  28  \n",
        "4185   33   21  24  21  \n",
        "4203   70   70  59  53  \n",
        "4221   21   27  14  10  \n",
        "4239   36   31  26  19  \n",
        "4257    0    6   6   5  \n",
        "4275   39   36  24  23  \n",
        "4293   11    0   7   7  \n",
        "4311   28   17  24  29  \n",
        "\n",
        "[240 rows x 24 columns]"
       ]
      }
     ],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "x = []\n",
      "y = []\n",
      "for i in range(15):\n",
      "    tempx = pm.iloc[:,i:i+9]\n",
      "    tempx.columns = np.array(range(9))\n",
      "    tempy = pm.iloc[:,i+9]\n",
      "    tempy.columns = np.array(range(1))\n",
      "    x.append(tempx)\n",
      "    y.append(tempy)\n",
      "x = pd.concat(x)\n",
      "y = pd.concat(y)\n",
      "x = np.array(x, int)\n",
      "y = np.array(y, int)\n",
      "np.save(\"trainData.npy\", x)\n",
      "np.save(\"label.npy\", y)\n",
      "print (y.shape)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "(3600,)\n"
       ]
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}